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Cross-session memory with zero-token deterministic recall (bigram-Jaccard fused with FTS5 BM25 via RRF), a tiered approval gate that auto-confirms only reversible user-anchored writes, and reinforcement that strengthens repeated observations. Crystallizes procedures into SKILL.md files that refine in place and are curated through an active-stale-archived lifecycle with reversible archive and rollback. Adds anti-bloat convergence for both skills and memory, background per-turn review in an isolated call, and a web settings page. Requires Node 22.5+.
Inside DeepSeek Harness, with dsh-market
dsh plugin --profile web add dshmarket
Or from the command line
dsh plugin --profile web add github:chenzheshushi-commits/dsh-evolve
Installing runs third-party code with your own permissions — it can read your files, use your credentials and reach the network. Review the source first, and pin a commit (github:owner/repo#sha) when you can.